Plots.jl/examples/playground.ipynb
2015-09-25 16:47:17 -04:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Plots.jl] Switched to backend: gadfly"
]
},
{
"ename": "LoadError",
"evalue": "LoadError: MethodError: `convert` has no method matching convert(::Type{ColorTypes.Color{T,N}}, ::Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1})\nThis may have arisen from a call to the constructor ColorTypes.Color{T,N}(...),\nsince type constructors fall back to convert methods.\nClosest candidates are:\n call{T}(::Type{T}, ::Any)\n convert{C<:ColorTypes.Colorant{T,N}}(::Type{C<:ColorTypes.Colorant{T,N}}, !Matched::ColorTypes.Colorant{T,N})\n convert{T}(::Type{T}, !Matched::T)\nwhile loading In[26], in expression starting on line 6",
"output_type": "error",
"traceback": [
"LoadError: MethodError: `convert` has no method matching convert(::Type{ColorTypes.Color{T,N}}, ::Array{ColorTypes.RGB{FixedPointNumbers.UfixedBase{UInt8,8}},1})\nThis may have arisen from a call to the constructor ColorTypes.Color{T,N}(...),\nsince type constructors fall back to convert methods.\nClosest candidates are:\n call{T}(::Type{T}, ::Any)\n convert{C<:ColorTypes.Colorant{T,N}}(::Type{C<:ColorTypes.Colorant{T,N}}, !Matched::ColorTypes.Colorant{T,N})\n convert{T}(::Type{T}, !Matched::T)\nwhile loading In[26], in expression starting on line 6",
"",
" in push! at array.jl:429",
" in addGadflySeries! at /home/tom/.julia/v0.4/Plots/src/backends/gadfly.jl:219",
" in plot! at /home/tom/.julia/v0.4/Plots/src/plot.jl:109",
" in plot at /home/tom/.julia/v0.4/Plots/src/plot.jl:58"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"(cs,d[:x],d[:y]) = ([1,1,2,2,3,3,4,4,5,5,6,6,7,7,8,8,9],[0.400094521067053,0.16406446065812408,0.16406446065812408,0.9974519887147355,0.9974519887147355,0.07289322336328041,0.07289322336328041,0.8501439104781459,0.8501439104781459,0.44400664654624156,0.44400664654624156,0.208710808170248,0.208710808170248,0.10343086090249787,0.10343086090249787,0.6952138344567846,0.6952138344567846],[0.9879804797098521,0.4417137233363506,0.4417137233363506,0.7992773388653871,0.7992773388653871,0.4724928670878745,0.4724928670878745,0.7400062576174942,0.7400062576174942,0.9667002537131115,0.9667002537131115,0.6812304895553498,0.6812304895553498,0.6332230779375905,0.6332230779375905,0.19484023252140936,0.19484023252140936])\n"
]
}
],
"source": [
"using Plots; gadfly!(); plotDefault!(:size,(400,300))\n",
"n = 9\n",
"cs = distinguishable_colors(n)\n",
"#cs = [colorant\"red\",colorant\"blue\",colorant\"yellow\"]\n",
"#cs = vec(repmat(cs2,round(Int,n/length(cs2)),1))\n",
"plot(rand(n),rand(n), c=Any[cs], w=5, t=:scatter)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"using Gadfly\n",
"xs = linspace(0,8π,100); ys = map(sin,xs); cs = rand(length(xs))\n",
"#plot(x=xs, y=ys, color=cs, Geom.path)\n",
"plot(x=vcat(xs,xs[2:end]), y=vcat(ys,ys[2:end]), color=vcat(cs,cs[1:end-1]), Geom.line)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Plots.ji for module Plots.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Plots.jl] Default backend: immerse\n",
"[Plots.jl] Switched to backend: qwt\n"
]
}
],
"source": [
"using Plots; qwt!()\n",
"plotDefault!(:size, (500,300));"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"run_push_test (generic function with 1 method)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# a couple things are happening here... we're pushing new \n",
"# data to our series, and redrawing with gui()\n",
"function add_to_plot(plt, rng)\n",
" for x in rng\n",
" push!(plt, x, [randn(), sin(x)])\n",
" end\n",
" gui()\n",
"end\n",
"\n",
"function run_push_test(batchsize, numbatch)\n",
" fullrng = linspace(0.2, 2π, numbatch+1)\n",
" println(\"Testing batchsize=$batchsize numbatch=$numbatch points\")\n",
" plt = plot([0,0.1], Any[randn(2),sin], t=[:sticks,:path], w=2)\n",
" \n",
" allms = Float64[]\n",
" for i in 1:numbatch\n",
" rng = linspace(fullrng[i], fullrng[i+1], batchsize)\n",
" t = @elapsed add_to_plot(plt, rng)\n",
" millis = 1000*t\n",
" push!(allms, millis)\n",
" # @printf \"Millis per update: %1.3f\\n\" millis\n",
" end\n",
" allms\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Testing batchsize=500 numbatch=500 points\n"
]
}
],
"source": [
"batchsize, numbatch = 500, 500\n",
"ms = run_push_test(batchsize, numbatch);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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",
"text/plain": [
"Plot{Plots.QwtPackage() n=1}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot((1:numbatch)*batchsize, ms, xlab=\"Number of Points\", ylab=\"Millis per update\", leg=false)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example: add to a plot different ways"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"plt = plot(rand(10,2))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# append 3 points to the second series\n",
"append!(plt, 2,rand(3))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# pushing a vector will add one to each series\n",
"for i in 1:100\n",
" push!(plt, rand(2))\n",
"end\n",
"plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example: line styles "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Plots.jl] Switched to backend: gadfly"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"Plot{Plots.GadflyPackage() n=15}"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"using Plots; gadfly!()\n",
"plot(cumsum(randn(100,5),1), w=8, style=:auto)\n",
"plot!(rand(1,10)*10, style=:auto, t=[:hline,:vline])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"search: "
]
},
{
"data": {
"text/latex": [
"\\begin{verbatim}\n",
"sort(A, dim, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"\\end{verbatim}\n",
"Sort a multidimensional array \\texttt{A} along the given dimension.\n",
"\\begin{verbatim}\n",
"sort(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"\\end{verbatim}\n",
"Variant of \\texttt{sort!} that returns a sorted copy of \\texttt{v} leaving \\texttt{v} itself unmodified.\n"
],
"text/markdown": [
"```\n",
"sort(A, dim, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"```\n",
"\n",
"Sort a multidimensional array `A` along the given dimension.\n",
"\n",
"```\n",
"sort(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"```\n",
"\n",
"Variant of `sort!` that returns a sorted copy of `v` leaving `v` itself unmodified.\n"
],
"text/plain": [
"```\n",
"sort(A, dim, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"```\n",
"\n",
"Sort a multidimensional array `A` along the given dimension.\n",
"\n",
"```\n",
"sort(v, [alg=<algorithm>,] [by=<transform>,] [lt=<comparison>,] [rev=false])\n",
"```\n",
"\n",
"Variant of `sort!` that returns a sorted copy of `v` leaving `v` itself unmodified.\n"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"sort sort! sortrows sortcols sortperm sortperm! SortingAlgorithms Cshort\n",
"\n"
]
}
],
"source": [
"?sort"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 0.4.0-rc1",
"language": "julia",
"name": "julia-0.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "0.4.0"
}
},
"nbformat": 4,
"nbformat_minor": 0
}